{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 379 days 04:08:56.240000 worth of data for this one:\n",
      "Points=16532 Min=9.971356959 Max=9.971432055 Mean=9.971409921168984 Std=2.1261961868163798e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"3458A\"]\n",
    "dut=\"ADRmu12\"\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"], unit='ms')\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "# Print some stats\n",
    "print(\"We have \"+str(raw.index.max() - raw.index.min())+\" worth of data for this one:\")\n",
    "print(\"Points=\"+str(raw[columns[1]].count())+\" \\\n",
    "Min=\"+str(raw[columns[1]].min())+\" \\\n",
    "Max=\"+str(raw[columns[1]].max())+\" \\\n",
    "Mean=\"+str(raw[columns[1]].mean())+\" \\\n",
    "Std=\"+str(raw[columns[1]].std()))\n",
    "\n",
    "# Conversion functions for secondary Y-axis\n",
    "def to_ppm(x):\n",
    "    return (x-raw[columns[1]].mean())/.00001\n",
    "\n",
    "def from_ppm(x):\n",
    "    return x*.00001+raw[columns[1]].mean()\n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='voltage (V)', title=dut+' vs HP 3458A')\n",
    "ax.plot(raw)\n",
    "\n",
    "# Set up a secondary Y-axis\n",
    "secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "secax.set_ylabel('deviation from mean (µV/V)')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu12 vs ADRmu3\n",
      "Both were measured on 185 days:\n",
      "Max diff=0.10275846099999875     Mean=0.10269742308108094     Std=8.232705563251465e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu12 vs ADRmu4\n",
      "Both were measured on 132 days:\n",
      "Max diff=0.03621913199999938     Mean=0.03410594186485383     Std=0.00264121531897683\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu12 vs ADRmu9\n",
      "Both were measured on 185 days:\n",
      "Max diff=0.027374996669642826     Mean=0.027283079053378182     Std=1.894925956159809e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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0ssqpp5IkSZL6YEATxYg4PiIeiohFEfGJLs43RcQVxfnbImJqUf7aiJgfEfcWn3OL8taIuLvsWBERFxbnzizq3x0RN0fEzLLrvCQibo2I+4s6zUX5S4vfiyLiK8U8YCJibET8KiIWFp9jBvI+DaRxxdTTnTuz2qFIkiRJGiQGLFGMiHrgIuAEYCZwannyVvgAsDozpwEXAOcX5SuAN2fmLOB04FKAzFyfmYd1HMDjlFYCAvhBZs4qyr8IfKmIowH4HnBmZh4MzAG2FW2+DpwBTC+O44vyTwDXZ+Z04Pri96A0aVQz23emC9pIkiRJqthAjigeBSzKzEcycytwOaU9QcqdCFxSfL8KOC4iIjPvyswlRfn9QHNENJU3jIjpwATgJoDMXFd2eiTQMYT2OuCezPxDUW9lZu6IiL2Atsy8NTMT+C7w1i7iuqSsfNCZ0NoMwLJ1vqcoSZIkqTIDuZjNZODJst+LgZd1Vyczt0fEWqCd0ohih3cAd2Vm56U7TwWuKJI8ACLiLOBjQCMwtyh+EZARcR0wHrg8M79YXHtxp/gmF98nZubSIq6lETGhqz8wIs6gNCLJxIkTmTdvXlfVqmrJmh0A/OqW21kxYc9Yu2jDhg175L1S3/gca4PPsfb4TGuDz7E2+BwHv6H8DAcyc4guyjq/KNdjnYg4mNJ01Nd1Ue8U4H27NMy8CLgoIt4NfIrStNUG4BXAkcCzwPURMR9Yx3P16UW+zPwGxXK1s2fPzjlz5vSl+QvioLWb+fzvrmfCftOZ87L9qh0OAPPmzWNPvFfqG59jbfA51h6faW3wOdYGn+PgN5Sf4UBOPV0M7FP2ewqwpLs6xbuEo4BVxe8pwI+B0zLz4fJGEXEo0JCZ87u59uX8ebroYuA3mbkiM58FrgWOKMqndBPfsmJqKsXn8kr+4D3RuJZG6gKWuUWGJEmSpAoNZKJ4OzA9IvaPiEZKI4DXdKpzDaVRP4CTgBsyMyNiNPAz4JzMvKWLvk8FLisvKN5Z7PBGYGHx/TrgJRExokhGXwU8UEwtXR8RRxernZ4GXN1FXKeXlQ86DfV1jGtp4mnfUZQkSZJUoQGbelq8c3g2pUStHvhWZt4fEZ8H7sjMa4BvApdGxCJKI4mnFM3PBqYB50bEuUXZ6zKzY2TvZOANnS55dkS8htKKpqspEr3MXB0RX6KUuCZwbWb+rGjz18B3gOHAz4sD4F+AKyPiA8ATwDt3+4ZU0aRRzSxb1/kVT0mSJEnq2oCubpKZ11Ka6lle9umy75vpIgnLzPOA83ro94Auyj7SQ/3vUdoio3P5HcAhXZSvBI7rrr/BZmJbM0+uerbaYUiSJEkaJAZy6qn2EBPbnHoqSZIkqXImikPApLZm1jy7jc3bdlQ7FEmSJEmDgIniEDCxrRmA5b6nKEmSJKkCJopDwKRRpUTR6aeSJEmSKmGiOAR0jCiaKEqSJEmqhIniENCRKC5ba6IoSZIkqXcmikNAW3MDw4fVs8wRRUmSJEkVMFEcAiKCSaOanXoqSZIkqSImikPEhNYmRxQlSZIkVcREcYhwRFGSJElSpUwUh4hJbc0sW7eFzKx2KJIkSZL2cCaKQ8TEtma2bt/Jmme3VTsUSZIkSXs4E8Uhwr0UJUmSJFXKRHGImDSqCTBRlCRJktQ7E8UhomNEcbmJoiRJkqRemCgOERNai6mna7dUORJJkiRJezoTxSGisaGO9pGNTj2VJEmS1CsTxSFkYlszy0wUJUmSJPXCRHEImTTKRFGSJElS70wUh5CJbU0mipIkSZJ6ZaI4hExsa2bFhq1s3b6z2qFIkiRJ2oOZKA4hk4otMp7Z4MqnkiRJkrpnojiETBzVsUWG008lSZIkdc9EcQiZWOyl6HuKkiRJknpiojiETHJEUZIkSVIFTBSHkDEjhtHYUMey9SaKkiRJkrpnojiERERpiwxHFCVJkiT1wERxiJnQ2syyda56KkmSJKl7JopDzLiWRla4PYYkSZKkHpgoDjHjW5tMFCVJkiT1yERxiBnX0sTqZ7exbcfOaociSZIkaQ9lojjEjGtpAmDVxq1VjkSSJEnSnspEcYjpSBSfWe/0U0mSJEldM1EcYsa3Fomi7ylKkiRJ6oaJ4hAzvhhRXOGIoiRJkqRumCgOMeNaGwFYscF3FCVJkiR1zURxiBnR2MCIxnrfUZQkSZLULRPFIci9FCVJkiT1xERxCBrXYqIoSZIkqXsmikPQuJZGE0VJkiRJ3TJRHILGtTT5jqIkSZKkbpkoDkHjW5tY/ew2tu3YWe1QJEmSJO2BTBSHoHHFXoqrNrpFhiRJkqTnMlEcgjoSRaefSpIkSXuWiBgdEVdFxIMRsSAiXl6NOBqqcVFV1/jWRgCecUEbSZIkaU/zZeAXmXlSRDQCI6oRhIniEDS+pRmAFY4oSpIkSXuMiGgDXgn8JUBmbgWq8r6YU0+HoHHFiOKKDb6jKEmSJL2AGiLijrLjjE7nDwCeAb4dEXdFxH9ExMgqxGmiOBSNaGxgZGM9y9dvrnYokiRJ0lCyPTNnlx3f6HS+ATgC+HpmHg5sBD7xgkeJieKQtV/7SB5+ZmO1w5AkSZL0Z4uBxZl5W/H7KkqJ4wvORHGIOmivVh56el21w5AkSZJUyMyngScjYkZRdBzwQDViMVEcog6a1MqydVtY7V6KkiRJ0p7kb4DvR8Q9wGHAP1cjCFc9HaIOmtQGwINPr+flB7ZXORpJkiRJAJl5NzC72nEM6IhiRBwfEQ9FxKKIeM5LmBHRFBFXFOdvi4ipRflrI2J+RNxbfM4tylsj4u6yY0VEXFicO7Oof3dE3BwRMztda9+I2BAR/6u3+CJi/yKehUV8jQNzh6rnoEmtADzo9FNJkiRJnQxYohgR9cBFwAnATODUzskb8AFgdWZOAy4Azi/KVwBvzsxZwOnApQCZuT4zD+s4gMeBHxVtfpCZs4ryLwJf6nStC4CfVxjf+cAFmTkdWF3EWVPGtzYxdmQjDz29vtqhSJIkSdrDDOSI4lHAosx8pNgo8nLgxE51TgQuKb5fBRwXEZGZd2XmkqL8fqA5IprKG0bEdGACcBNAZpYPjY0EsqzuW4FHir56jC8iAphbxEMR31v7/Nfv4SKCGRNbedBEUZIkSaopEfHyiLgoIu6JiGci4omIuDYizoqIUZX0MZCJ4mTgybLfi4uyLutk5nZgLdD5hbl3AHdl5pZO5acCV2RmeUJ4VkQ8TGlE8cNF2Ujg48DnKoyvHVhTxNNd3DVhxqRW/rhsPTt3Zu+VJUmSJO3xIuLnwP8ErgOOB/aiNIPyU0AzcHVEvKW3fgZyMZvooqxzRtJjnYg4mNI00Nd1Ue8U4H27NMy8CLgoIt5N6UacTilBvCAzN5QGC3u9diVxd8R3BnAGwMSJE5k3b15X1fZYsW4bz27dwVW/uJEJI164BXA3bNgw6O6VnsvnWBt8jrXHZ1obfI61wec4+A3SZ/i+zFzRqWwDcGdx/FtEjOutk4FMFBcD+5T9ngIs6abO4ohoAEYBqwAiYgrwY+C0zHy4vFFEHAo0ZOb8bq59OfD14vvLgJMi4ovAaGBnRGwG5ncT3wpgdEQ0FKOKXcUNQGZ+A/gGwOzZs3POnDndhLNnGv3kGr593y207TuTOYdMesGuO2/ePAbbvdJz+Rxrg8+x9vhMa4PPsTb4HAe/QfoMPxsRP8jM33ZXoYtE8jkGchjpdmB6sYJoI6URwGs61bmG0qgfwEnADZmZETEa+BlwTmbe0kXfpwKXlRcU7yx2eCOwECAz/yIzp2bmVOBC4J8z82vdxVdMZb2xiIcivqv7/ufv+V40sYUIXNBGkiRJqh0LKY0aPhYR50fEYf3pZMASxWI07mxKc2MXAFdm5v0R8fmyObHfBNojYhHwMaBji4qzgWnAuWVbYUwo6/5kOiWKwNkRcX9E3F30dTo96C6+4vTHgY8VcbUXcdacEY0N7Dd2hFtkSJIkSTUiM7+cmS8HXkVptua3I2JBRHw6Il5UaT8DOfWUzLwWuLZT2afLvm8G3tlFu/OA83ro94Auyj5SQTyf7S2+ovwRSqui1ryDJrU5oihJkiTVmMx8nNJ6L+dHxOHAt4DPAPWVtH/hVjDRHmnGpFYeW7mRTVt3VDsUSZIkSc+TiBgWEW+OiO9T2k/+j5R2lKiIieIQ9+K9WtmZsHC5o4qSJEnSYBcRr42IbwFPUdqh4VrgwMx8V2b+pNJ+TBSHuBmT2gB40OmnkiRJUi04B7gVOCgz35yZ38/MjX3txERxiNt37AiGD6vnwaUmipIkSVINaAMOAY6KiOb+dmKiOMTV1wUvmtjCQ8tc+VSSJEmqAUdT2o9+DvCbiLg2Ij7SlxVPYYBXPdXgMGNSK9cvWF7tMCRJkiTtpmIbwHnFQUTsBZwAnBcR04DfZeaHeuvHEUVx0KQ2Vm7cyjPrt1Q7FEmSJEm7ISJOKp9ymplLM/NbmXkyMBv4fiX9mCiKgya1ArBgqdNPJUmSpEHuPcATEfHdiDghIv60b2Jm7szMWyrpxERRzJoyivq64I7HVlU7FEmSJEm7ITPfBkwDrgc+DDwZEV+PiFf2pR8TRdHaPIxZk0dxy8Mrqx2KJEmSpN2Umesy85LMPAGYBdwNfDUinqy0DxNFAXDstHb+8OQaNmzZXu1QJEmSJD0PImIM8HbgXcBY4D8rbWuiKACOOXAc23cmtz/q9FNJkiRpsIqI1oh4X0RcCywAjgTOA/bNzL+ttB+3xxAAL91vDI0NddyyaAWvPmhCtcORJEmS1D+PAtcBXwd+kZnb+tOJiaIAaB5Wz0v3HcNvfU9RkiRJGsz2zcxnuzoREWdn5tcq6cSpp/qTY6e188DSdazauLXaoUiSJEnqh44kMSIejYhHyo7HgQ9U2o8jivqTlx84Dvgjv390Jccfsle1w5EkSZLUf7PLvg8DXg3MrbSxI4r6k1mTR9E8rI7bXNBGkiRJGtQyc2XZ8XRmXga8pNL2jijqTxob6jhi3zH83kRRkiRJGtQi4ojyn5RWP32yozwz7+ypvYmidnHU/mP58vULWbd5G23Nw6odjiRJkqT++bceypNepqGaKGoXR+0/lkyY/9hqt8mQJEmSBqnMfPXutPcdRe3i8H3GMKw+fE9RkiRJGoQi4r0R0W2eFxEHRsQreuvHEUXtYnhjPYdOGc3vH3U/RUmSJGkQagfuioj5wHzgGaAZmAa8ClgBfKK3ThxR1HMctf9Y7lm8lme3bq92KJIkSZL6IDO/DBwBXAaMB44rfj8FvC8z35GZC3vrxxFFPcdR+4/l4nkPc9cTazh22rhqhyNJkiSpDzJzB/Cr4ugXRxT1HC/dbwx1ge8pSpIkSUOUiaKeo7V5GAfvPcr3FCVJkqQhykRRXTpq/7Hc9cQatmzfUe1QJEmSJL3AfEdRXTpq/7F88+ZHuXfxWmZPHVvtcCRJkiT1QUQ0Ae8AplKW92Xm5ytp32uiGBFTgFOAvwD2BjYB9wE/A36emTv7HLX2eEcVyeFtj64yUZQkSZIGn6uBtZS2yNjS18Y9JooR8W1gMvBT4HxgOaU9OF4EHA/8Q0R8IjP/u68X1p5tzMhGZkxs5fePruKsV1c7GkmSJEl9NCUzj+9v495GFP8tM+/rovw+4EcR0Qjs29+La8925P5j+MldS9i5M6mri2qHI0mSJKlyv42IWZl5b38a97aYzfHF1NMuZebWzFzUnwtrzzdr8ig2bNnOE6uerXYokiRJkvrmFcD8iHgoIu6JiHsj4p5KG/c2ojgZuDUiHgUuA36YmSt2I1gNIjP3GgXAgqXrmDpuZJWjkSRJktQHJ+xO4x5HFDPzo5Smlp4LvAS4JyJ+HhGnRUTr7lxYe77pE1uorwseWLqu2qFIkiRJ6oPMfDwzH6e0GGmWHRXpdR/FLPlNZv41sA9wIfBRYFn/QtZg0TysngPHj+SBJSaKkiRJ0mASEW+JiIXAo8BvgMeAn1favtdEsexCs4DPAxcBW4FP9ilSDUoz92pjgSOKkiRJ0mDzj8DRwB8zc3/gOOCWShv3mChGxPSIODciHgB+ADwLvC4zX5aZF+5G0BokZu7dxpK1m1m9cWu1Q5EkSZJUuW2ZuRKoi4i6zLwROKzSxgOtMPUAACAASURBVL0tZnMdpUVs3tXfZVU1uL14rzagtKDNMdPGVTkaSZIkSRVaExEtwE3A9yNiObC90sa9JYrTMnNnTxUiIjKz4pciNbh0JIoPmChKkiRJg8mJlBay+VvgPcAoSq8SVqS3RPGGiPhP4OrMfKKjMCIaKe3LcTpwI/CdvsWswWJcSxMT25pc+VSSJEkaRDJzY0TsB0zPzEsiYgRQX2n73hazOR7YAVwWEUsi4oGIeARYCJwKXJCZ3+ln7BokZu7Vxr2L11Y7DEmSJEkVioi/Aq4C/l9RNBn4SaXtexxRzMzNwMXAxRExDBgHbMrMNf0LV4PRkfuP5caHHuKZ9VsY39pU7XAkSZIk9e4s4CjgNoDMXBgREyptXPH2GJm5LTOXmiQOPcceWHo38dZHVlY5EkmSJEkV2pKZf9q6ICIagIrXlqk4UdTQdcjkUbQ2N3DrwyuqHYokSZKkyvwmIj4JDI+I1wI/BP6r0sYmiupVfV1w9AHt3LLIEUVJkiRpoEVEfUTcFRE/3Y1uPgE8A9wLfBC4FvhUpY0rThQjYr+IeE3xfXhEtPYxUA1ixxzYzhOrnuXJVc9WOxRJkiSp1n0EWLA7HWTmzsz898x8Z2aeVHx/fqeedrFizhT6sGKOBr9jiz0Ub33YUUVJkiRpoETEFOCNwH/sZj9vKkYlV0XEuohYHxEV73lX6YjiWcCxwDoorZgDVLxijga/6RNaGNfSxG99T1GSJEnqr4aIuKPsOKOLOhcCfw/s3M1rXUhp3/v2zGzLzNbMbKs40ArrbcnMrREB9H3FHA1+EcExB7Zzy8MryUw6/luQJEmSVLHtmTm7u5MR8SZgeWbOj4g5u3mtJ4H7+jLdtFyliWLnFXM+RB9WzFFtOHZaO9f8YQkPP7OBaRN8RVWSJEl6nh0LvCUi3gA0A20R8b3MfG8/+vp74NqI+A2wpaMwM79USeNKp57u1oo5qg3HFPspuvqpJEmS9PzLzHMyc0pmTgVOAW7oZ5II8E/As5QSztayoyKVjigOB76Vmf8OpeVaizKXwBxC9hk7gn3GDue3D6/g9GOmVjscSZIkSd0bm5mv62/jSkcUr6eUGHYYDvy6vxfV4HXMAeO49eGV7NjpK6qSJEnSQMnMeZn5pt3o4tcRMeCJYnNmbuj4UXwf0VujiDg+Ih6KiEUR8YkuzjdFxBXF+dsiYmpR/tqImB8R9xafc4vy1oi4u+xYEREXFufOLOrfHRE3R8TMnvoqzr20KF8UEV+JYoWWiBgbEb+KiIXF55gK71PNO2ZaO+s2b+eBJRWvrCtJkiTphXcW8IuI2DSQ22NsjIgjOn5ExEuBTT01KKanXgScAMwETu1I3sp8AFidmdOAC4Dzi/IVwJszcxalJV0vBcjM9Zl5WMcBPA78qGjzg8ycVZR/EfhST30Vvg6cAUwvjuOL8k8A12fmdEqjqc9Jcoeqlx/YDsAtbpMhSZIk7bGK7TDqMnN4f7bHqDRR/FvghxFxU0TcBFwBnN1Lm6OARZn5SGZuBS4HTuxU50TgkuL7VcBxERGZeVdmLinK7weaI6KpvGFETKe0l+NNAJlZnh2PpNi+o7u+ImIvoC0zby2WjP0u8NYu4rqkrHzIm9DazIsmtvDbh3dd0ObptZs576cPsHnbjipFJkmSJOn5UtFiNpl5e0QcBMwAAngwM7f10mwypb07OiwGXtZdnczcHhFrgXZKo4Ad3gHclZlbOrU9FbiifF+QiDgL+BjQCMzluf7UV0RMLmIqj29y8X1iZi4t4loaERO6+gOLDTLPAJg4cSLz5s3rqlrN2bdpC//98AZ+fcONNNSV9lP88p2buWv5DiZsW8qLxtT32H7Dhg1D5l7VMp9jbfA51h6faW3wOdYGn+PgN5SfYaWrngIcCUwt2hweEWTmd3uo39WO7J1XQOmxTkQcTGk6alcvYZ4CvG+XhpkXARdFxLspbd9xeg99VRJfjzLzG8A3AGbPnp1z5szpS/NBa+v4p/n1pfNp2/9Qjtp/LL96YBl3Lb8DgH2mzWTOrL16bD9v3jyGyr2qZT7H2uBzrD0+09rgc6wNPsfBbyg/w4oSxYi4FDgQuBvomFvYMV2zO4uBfcp+TwGWdFNncUQ0AKOAVcU1pwA/Bk7LzIc7xXMo0JCZ87u59uWU3j/sqN9VX4uLmLqKb1lE7FWMJu4FLO/h7xxyXnZAO3UBtyxawSGT2/jsNfczefRwnlqziWc2dB74lSRJklQNxaKc+1CW92XmnZW0rXREcTYws3yaZwVuB6ZHxP7AU5RGAN/dqc41lEb9bgVOorShZEbEaOBnwDmZeUsXfZ8KXFZeEBHTM3Nh8fONwMKivMu+iiRwfUQcDdwGnAZ8tVNc/1J8Xt2Hv7vmjRo+jFmTR3HrwyvZsn0nT63ZxOVnHM17/uM2lq8zUZQkSZKqLSL+EfhL4GH+PHMy6foVveeoNFG8D5gELK00sOKdw7OB64B64FuZeX9EfB64IzOvAb4JXBoRiyiNJJ5SND8bmAacGxHnFmWvy8yOkb2TgTd0uuTZEfEaYBuwmj9PO+2pr78GvkNpX8ifFweUEsQrI+IDwBPAOyv9u4eKY6aN49//+xHufGI1J710Ckcf0E77yEaeWW+iKEmSJO0BTgYOLBYW7bNKE8VxwAMR8XvgT5lAZr6lp0aZeS1wbaeyT5d930wXSVhmngec10O/B3RR9pFu6nbbV2beARzSRflK4Ljuri845sB2vj7vYUYNH8Y5JxwEwPjWJqeeSpIkSXuG+4DR9PM1ukoTxc/2p3PVriOnjmXGxFb+es6BtLeUdi4Z39rkiKIkSZK0Z/gCcFdE3EcfBvs6VLo9xm8iYj9gemb+OiJGUJpOqiGqeVg91330lbuUjW9p4sGl66sUkSRJkqQyl1Da9eFeYGdfG1e66ulfUdovcCyl1U8nA/8Xp2eqzPjWJlZs2MLOnUldXVe7j0iSJEl6gazIzK/0t3FdhfXOAo4F1gEUq4t2uQm9hq4JrU1s35ms2bTtT2WPr9zIgqXrqhiVJEmSNCTNj4gvRMTLI+KIjqPSxpW+o7glM7dGlEaJij0P+7Q5vWrf+NZmAJ5Zv4WxIxsB+NRP7uOxlRu56e8rWoVXkiRJ0vPj8OLz6LKy5317jN9ExCeB4RHxWuBDwH9VHKKGhPGtpUVtlq/fzIxJrWQm9yxey9pN21i6dhN7jRpe5QglSZKkoSEzX7077SudevoJ4BlKL0J+kNKWF5/anQur9nQkih0rnz61ZhNri2motz+2umpxSZIkSUNNRIyKiC9FxB3F8W8RMarS9r0mihFRD3w3M/89M9+ZmScV3516ql10ThTvX/LndxPveGxVVWKSJEmShqhvAeuBk4tjHfDtShv3OvU0M3dExPiIaMzMrf0OUzVvZGM9w4fV75Io1gUcvu8YRxQlSZKkF9aBmfmOst+fi4i7K21c6TuKjwG3RMQ1wMaOwsz8UqUXUu2LCMa3NvHMhiJRfGotB45v4ZXTx3Ph9X9k3eZttDUPq3KUkiRJ0pCwKSJekZk3A0TEscCmShtXmiguKY46oLXPIWrIGN/atMuI4tEHjOXIqWPIhPmPr+bVM9xVRZIkSXoBnAl8t+y9xNXA6ZU2rihRzMzPAUTEyMzc2Ft9DV0TWptYtHwDKzds4el1mzl471Ectu9oGuqCOx5bZaIoSZIkDbCIqANmZOahEdEGkJl92ty8olVPi00aHwAWFL8PjYiL+xqwal/H1NOOhWwO3ruNEY0NHLHvGK75wxK27dhZ5QglSZKk2paZO4Gzi+/r+pokQuXbY1wIvB5YWVzsD8Ar+3ox1b7xLU2seXYbn//pAwDM3LsNgA++6gCeXLWJH9/5VDXDkyRJkoaKX0XE/4qIfSJibMdRaeNK31EkM5+MiPKiHX2JUkPD6w6exPwnVrNq41bedvhkRo9oBGDuQROYNXkUX71xIZ+ZHb30IkmSJGk3/Y/i86yysgQOqKRxpYnikxFxDJAR0Qh8mGIaqlRuxqRWvvP+o55THhH87Wum84FL7uDWJY28pgqxSZIkSbUuIt6ZmT8EjsvMR/rbT6VTT8+klIlOBhYDh7FrZir1au5BE5g2oYWbn9pe7VAkSZKkWnVO8XnV7nTS44hiRJyfmR8HXp2Z79mdC0kRwRtm7cVXr1/IM+u3ML61qdohSZIkSbVmZUTcCOwfEdd0PpmZb6mkk95GFN8QEcP4c1Yq7ZY3zJpEAr984OlqhyJJkiTVojdSyt9WAP/WxVGR3t5R/EVxgZERsQ4ISi9ABpCZ2db3uDWUzZjYysQRwc/vfZr3vGy/aocjSZIk1ZTM3Ar8LiKOycxn+ttPbyOKn8rMUcDPMrMtM1vLP/t7UQ1dEcHsiQ3c+shKVm/cWu1wJEmSpJq0O0ki9J4o3lp89nmDRqk7R06qZ8fO5MaHllc7FEmSJEld6G3qaWNEnA4cExFv73wyM380MGGplu3bVsew+mDR8g3VDkWSJElSF3pLFM8E3gOMBt7c6VwCJorqs7oI9h49nMWrN+1S/vTazfz0niWc9vKpNDZUunOLJEmSpM4iYjzwV8BUyvK+zPwflbTvMVHMzJuBmyPijsz85m7EKe1iypjhLF797C5lF89bxHdvfZw7HlvNV999OMPqTRYlSZKkfroauAn4NbCjr41720dxbmbeAKx26qmeT1NGj9jlHcXM5PoFy5nQ2sQv7n+av738br58ymE0mCxKkiRJ/TEiMz/e38a9TT19FXADz512Ck491W6YMmY4y9dvYfO2HTQPq+ePyzbw1JpNfOHts9i4ZTvn/WwBdXXBBScfarIoSZIk9d1PI+INmXltfxr3NvX0M8Xn+/vTudSdKWOHA/DUmk0cOL6F6x9cBsCrZ0xg0qhmduxMvvDzBxkxrJ7zT3pJNUOVJEmSBqOPAJ+MiK3AtqIsK93msLeppx/r6XxmfqmiEKVOpowZAcDi1aVE8YYFyzlkchuTRjUD8MFXHcjaTdu4eN7DvPqgCRx/yKRqhitJkiQNKpnZujvte5vT11ocs4G/BiYXx5nAzN25sIa2KWNKI4qLVz/Lqo1bufOJ1cw9aOIudT762hdx8N5tfOon97Jq49ZqhClJkiQNWhHxloj41+J4U1/a9pgoZubnMvNzwDjgiMz8u8z8O+ClwJT+h6yhbkJrM8Pqg8WrN/GbPy5nZ8JxB03Ypc6w+jr+9Z2HsnbTNj599X1VilSSJEkafCLiXyhNP32gOD5SlFWk0lVC9gXKh3S2UtqPQ+qX+rpgr1GlvRSvX7CccS1NzJo86jn1XrxXGx+eO52f3rOUa+9dWoVIJUmSpEHpDcBrM/Nbmfkt4PiirCK9rXra4VLg9xHxY0qrnb4NuKSvkUrlpowZzmMrNvLYyo2ccMgk6uqiy3pnzjmQXz6wjHN/ch8v238s7S1NL3CkkiRJ0qA0GlhVfH/uqEwPKhpRzMx/At4PrAbWAO/PzC/05UJSZ1PGDOfep9ayfvP257yfWK5jCuq6zdu46MaHX8AIJUmSpEHrC8BdEfGdiLgEmA/8c6WNKx1RJDPvBO7se3xS1zpWPm2sr+MV08f1WHfGpFb+Yvp4fvnA05z7phcT0fXooyRJkiTIzMsiYh5wJBDAxzPz6Urbu5O5qqZj5dOXHTCWlqbe/83iNS+eyOLVm/jjsg0DHZokSZI0KEXEQcXnEcBewGLgSWDvoqwiFY8oSs+3fcaWRhQ7r3baneNePAF+DL9esIwZk3ZrWxhJkiSpVn0MOAP4ty7OJTC3kk5MFFU1R+w7hs+8eSYnH7lPRfUntjUza/Iorl+wjLNePW2Ao5MkSZIGn8w8o/h6QmZuLj8XEc2V9uPUU1VNfV3w/mP3Z0Rj5f9e8ZoXT+SuJ9ewYsOWAYxMkiRJGvR+W2FZl0wUNagc9+IJZMJ3bnms2qFIkiRJe5yImBQRLwWGR8ThEXFEccwBRlTaj1NPNagcvHcbbzt8Ml+7cRFtwxs445UHVjskSZIkaU/yeuAvgSnAl8rK1wOfrLQTE0UNKhHB/znpJWzdsZN/vvZB6uvq+MAr9q92WJIkSdIeITMvAS6JiHdk5n/2tx8TRQ06DfV1XPiuw9i5M/nHnz7AsPrgtJdPrXZYkiRJ0h4jM/8zIt4IHAw0l5V/vpL2vqOoQWlYfR1fOfVwXjtzIp+++n6+97vHqx2SJEmStFsiYp+IuDEiFkTE/RHxkd3o6/8C7wL+BgjgncB+lbY3UdSgNay+jovefQTHHTSBT/3kPi7//RPVDkmSJEnaHduBv8vMFwNHA2dFxMx+9nVMZp4GrM7MzwEvByrblw4TRQ1yjQ11XPzeI5gzYzyf/PG93PXE6mqHJEmSJPVLZi7NzDuL7+uBBcDkfna3qfh8NiL2BrYBFS/uYaKoQa+poZ6vnno4E9ua+fur7mHL9h3VDkmSJEnqSkNE3FF2nNFdxYiYChwO3NbPa/00IkYD/we4E3gMuLzSxiaKqgmtzcP457fNYuHyDVx0w6JqhyNJkiR1ZXtmzi47vtFVpYhoAf4T+NvMXNefC2XmP2bmmmLl0/2AgzLz3Erbu+qpasarD5rA2w+fzMXzHub4Q/Zi5t5t1Q5JkiRJ6pOIGEYpSfx+Zv6oH+3nZuYNEfH2Ls5RaZ+OKKqmnPummYweMYyP/+c9bN+xs9rhSJIkSRWLiAC+CSzIzC/1s5tXFZ9v7uJ4U6WdOKKomjJmZCOfP/EQPvT9O/nKDYv46GumU/rfmyRJkrTHOxZ4H3BvRNxdlH0yM6+ttIPM/Ezx9X9mZr8X7zBRVM15w6y9eMuhe/OV6xfy4NJ1/PPbZzGupanaYUmSJEk9ysybKe15+Hx4NCJ+AVwB3JCZ2ZfGTj1VTbrgXYfxD294MfMeeobXX/DfXHf/07vd531PrXVFVUmSJA0WM4BfA2dRShq/FhGvqLTxgCaKEXF8RDwUEYsi4hNdnG+KiCuK87cVS8ASEa+NiPkRcW/xObcob42Iu8uOFRFxYXHuzKL+3RFxc/nGlBFxTnGNhyLi9b3FFxH7F/EsLOJrHLi7pIFQXxf81SsP4L/+5hVMGtXMBy+dz99d+QfWbd7Wr/6uvONJ3vTVm/n+7554niOVJEmSnn+ZuSkzr8zMt1PaZqMN+E2l7QcsUYyIeuAi4ARgJnBqefJW+ACwOjOnARcA5xflK4A3Z+Ys4HTgUihtOpmZh3UcwONAx6o9P8jMWUX5F4EvFXHMBE4BDgaOBy6OiPpe4jsfuCAzpwOrizg1CM2Y1MqPP3QsfzN3Gj+5+ymOv+C/+e2iFQDs3JnMe2g5f/nt3zP3X+exfP3mLvv43SMr+Ycf3wvAb/74zAsWuyRJkrQ7IuJVEXExpX0Um4GTK207kO8oHgUsysxHACLicuBE4IGyOicCny2+XwV8LSIiM+8qq3M/0BwRTZm5paMwIqYDE4CbADrtLzIS6JiDeyJwedH20YhYVMRGV/FFxAJgLvDuos4lRYxf789NUPU1NtTxd6+bwdyDJvB3V/6Bd//HbZx42N7cs3gtj67YyPjWJtZt2sbfX3UP3/7LI3dZ/ObxlRs583vz2WfsCA6bMppr71vKlu07aGqor+JfJEmSJPUsIh4F7gauBP53Zm7sS/uBTBQnA0+W/V4MvKy7Opm5PSLWAu2URhQ7vAO4qzxJLJwKXFH+UmZEnAV8DGiklOx1XON3neKYXHzvKr52YE1mbu+i/i4i4gzgDICJEycyb968rqqpkw0bNlTtXn388OSHDzVw9d1LOHBUHR98SRNHTqrnxieT7y94hs9c+mvm7jsMgI3bkvN+t4lt25IPHtTAko0r2LxtJ9+6eh4vbjdRrOZz1PPH51h7fKa1wedYG3yOg98gf4aHdhpM65OBTBS7Wq2n80o7PdaJiIMpTQN9XRf1TqG0dOyfG2ZeBFwUEe8GPkVp2mp31+hq2m1WGHfH9b4BfANg9uzZOWfOnK6qqZN58+ZRzXv1+uN4zqjg3J3JE9/+PVcuXMXpJ7yc/caO4P3fuZ0Vmzdx6QeO5ugD2lm/eRtfu/tXbGiZzJw5B+3S59NrN7N8/WZeMmX0C/3nVE21n6OeHz7H2uMzrQ0+x9rgcxz8BvkznBQRPwYmZuYhEfES4C2ZeV4ljQdyMZvFwD5lv6cAS7qrExENwChgVfF7CvBj4LTMfLi8UUQcCjRk5vxurn058NZe4uiufAUwuoinu7g1yHWeOlpXF/zrOw+leVg9H73ibj77X/dz08IV/NNbZ3H0Ae0AtDYP4/B9RnPzwhXP6e9/X/UH3vsft7FjZ59WHZYkSZIGyr8D5wDbADLzHkqDbRUZyETxdmB6sYJoI6WgrulU5xpKo34AJ1Hs7xERo4GfAedk5i1d9H0qcFl5QfHOYoc3AgvLrnFKscLq/sB04PfdxVdMZb2xiIcivqv7+LdrEJr4/9m77/iqq/uP46+TvfckmyRA2HuKgCAy3FtbtWodtdZaf7Zqq1ZbtXXXaq1a96xbUJAhQ9l7hhECGYSRkEFIyE7O7497SQMEBCSEhPfz8biP3Hu+5/v9fu49Eu8nZwV48cQlPVibV8r7i3O59eyOXDkg7qA6Z6WGsXZHKXsrahrLtu0pZ96WQvZV1bGloOxUhy0iIiIi0hwfa+3SQ8rqmq3ZjBZLFJ1z/O4EpgMbgU+stenGmL8YYy50VnsDCHUuMHMPcGCLijuBFOChJlthRDS5/JUckigCdxpj0o0xq53XusEZRzqOCZwbgGnAr6219UeKz3mt+4B7nHGFOuOUM8CEHtHcNqIjVw+I475xXQ47Pjw1DGth4daixrIPluRyYP2bFTklpypUEREREZGjKTTGJOOcRmeMuRzYdawnt+QcRay1U4Gph5Q93OR5FXBFM+c9Bhxx7Ky1tmMzZb89Sv3HgcePJT5n+Tb+tzKqnGEeGJ92xGM9Y4Pw83RjfmYhE3pEU1lTz6fLtzOhRzRLthWzIqeEnw1KOIXRioiIiIg069c41lPpYozZAWQBPz/Wk1s0URRpb9xdXRjcMbRxnuLXa3ayr6qO6wcnUFffwEr1KIqIiIjIacDZ+TXGGOMLuFhrj2uOlBJFkeM0PDWM7zbmk1tUwbuLs+kU6cfApBBWb9/L9PR8CsurCfPzbO0wRUREROQMZIy55wjlAFhrnzuW67TkYjYi7dJZqWEAvDRnC+t37OO6wQkYY+iXEAygXkURERERaU3+zkd/4Fc49oSPAW4Huh7rRdSjKHKcOob5Eh3oxSfL8/D1cOXiPjEAdI8JxN3VsCK3hLHdolo5ShERERE5E1lrHwUwxswA+h4YcmqMeQT49Fivox5FkeNkjOGsFEev4iV9Y/D3cgfAy92V7jGBrMrZ25rhiYiIiIgAxAM1TV7XAInHerISRZETcF63KNxdDdcPSTyovF98MGvy9lJT19A6gYmIiIiIOLwHLDXGPGKM+TOwBHjnWE9WoihyAsZ0jWTFQ+fSKdL/oPJ+CcFU1zWwYde+g8o37tpHVW39qQxRRERERM5gzi0CbwRKgL3Ajdbavx3r+ZqjKHKCApxDTpvq61zQZkVOCb3jggCYtTGfm99ZTnyID49f0p3hqeGnNE4REREROTNZa1cCK0/kXPUoipxEkQFexAR5N658Wry/hvs+X0dyuC8uBq57Yym/+3g1ReXVrRypiIiIiMiRqUdR5CTrlxDM0qxirLU8+NU6SitreO/mgSSF+fKvOZm88v1W5mwu4I8T0riiX2zjnjYiIiIiIqcL9SiKnGT9EoLZva+KV77fxtR1u/nduZ1Iiw7Ay92V/xvbmSl3DSc53I8/fLaWS15eyL/mZLIip4Taei2AIyIiIiKnB/Uoipxk/ZzzFJ+ctom+8UHcdnbyQcc7Rfrz6W1D+GhZLm8vyObp6ZsB8HZ3pX9iMIM7htIxzBc/Lzf8PN3w93LDz9OdQG93vD1cT/n7EREREZEzjxJFkZOsS5Q/3u6OhO7ZK3vj6nL40FIXF8PPBiXws0EJFJVXszSrmMXbiliSVdyYOB7KzcUw6c5hdOsQ2KLxi4iIiIgoURQ5ydxcXbh/fBciA7xICvP90fqhfp6M7xHN+B7RAJTsr2H3virKq+sor6qjrLqOkv01/HlyOvO3FCpRFBEREZEWp0RRpAXcMDTxhM8N9vUg2NfjsPI3F2SxwrmaqoiIiIhIS9JiNiJtRL/4YFbm7sVa29qhiIiIiEg7p0RRpI3omxBMYXk124srWzsUEREREWnnlCiKtBF94x2rqa7M1fBTEREREWlZShRF2ojOUf74eriyIqeEhVsLefCrdWwvrmjtsERERESkHdJiNiJthKuLoXd8ENPTd/Ppiu1U1TbwybI8rhoQx3ndohiQFIynm/ZZFBEREZGfTomiSBvSLz6YBZlFdAz35cVr+vDWgmw+Xr6d9xbn4OvhyrCUMK4dFM/IzhGtHaqIiIiItGFKFEXakEv7xpJVVMEfJ3QhOtCbZ67oxV8u6sairUXM2VzArI0F/OKtZUzsGc2fL+hKhL9Xa4csIiIiIm2QEkWRNiQxzNGT2JSPhxuj0yIZnRbJw+c38Or3W3lxdibzMvbwwIQ0ruofh4uLaaWIRURERKQt0mI2Iu2Ih5sLvxmdyrS7h9O1QwAPfLGOq15bRGZBWWuHJiIiIiJtiBJFkXaoY7gfH90ymKcu70lGfjnjX5jH8zMzqK6rb+3QRERERKQNUKIo0k4ZY7iyfxyz/m8EE3tE88KsLYx/YR6LtxW1dmgiIiIicppToijSzoX5efKPq/vwzk0Dqa1v4OrXFvPAF+vUuygiIiIiR6REUeQMMaJTODPuHsGtZ3fko6W53PDmUkora1s7LBERERE5DSlRFDmDeHu48scJabxwdW9W5JRw5SuL2Lm3srXDEhEREZHTjBJFkTPQRb1jePvGgezcW8mlLy9kAJ8aKwAAIABJREFU0+59rR2SiIiIiJxGlCiKnKGGpYTxye1DsFiueGURC7cWtnZIIiIiInKaUKIocgZLiw7gizuGERXgxS/eXMbkNTtbOyQREREROQ0oURQ5w8UEefPZ7UPpHR/EXR+t4j8/bMNa29phiYiIiEgrUqIoIgT6uPPuTQOZ2COax6du5C/fbKC+QcmiiIiIyJnKrbUDEJHTg5e7Ky9e04fIAC/eXJDF7tIqnr+qN17urq0dmoiIiIicYupRFJFGLi6Ghy/oyoMT0/h2/W6uenURu0q1fYaIiIjImUaJoogc5pfDO/Ladf3ILCjnghcXsDy7uLVDEhEREZFTSImiiDRrbLcovvr1MPy93LjmP4v5YElOa4ckIiIiIqeIEkUROaLUSH+++vUwhqWE8acv1/PAF+uoqWto7bBEREREpIUpURSRowr0dueNGwbwq5HJfLQ0l2v+s5iCsqrWDktEREREWpASRRH5Ua4uhvvGdeGla/uwYec+LnxxAVtK6ls7LBERERFpIUoUReSYnd+zA5//aihurobHl1Txs9cXM3tTPg0nac/F7cUV3PjWUtbvKD0p1xMRERGRE6NEUUSOS9cOAUy5azhXdHJna8F+bnp7OWOe/573F+dQWdN8L6O1P55Iluyv4YY3lzJn8x7+PDn9mM451YrKqymrqm3tMERERERanBJFETlugd7uTOzowbz7RvHC1b3x83Tjwa/WM+Tvs3hq2iby9znmMFbW1POnL9cx8IlZ5BTtBxxJY3XdwQllVW09t7y7nLy9lVwzMJ4VOSVMT88/5e/raKpq67nwpQVc/K8FVNX+L35rLdPW79IiPyIiInJSGGPGGWM2G2MyjTH3t1Ycbq11YxFp+9xdXbiodwwX9urA8pwSXp+3jX9/v5VXf9hGQqgP1bUN7NhbiYebCw9NSue16/px41vLKCir4pvfDMfbw5WGBsvvPl7NitwSXrqmL+d1i2RZdjF//3YjWYX78fV05brBCRhjWvW9vr84hx17KwF4fmYGD0xIA2B+ZiG3v7+Sv1zUjeuHJLZihCIiItLWGWNcgX8B5wJ5wDJjzGRr7YZTHYsSRRH5yYwxDEgMYUBiCLlFFXy2YjsZ+eWUVtby5GU92VJQxqNfb+Dify1g0+4yAP4xK4M/nNeFR79O59v1u3lwYhoTe0YD8KcJadz49jKenLYJgIRQX0Z0Cm/x95FduJ/5mYU0WEtDg6Wsqg4/LzdGd4nkX3MyGZ4aRmywN/+Zt43zukfRNz6Y7zY4ej6/XbdbiaKIiIj8VAOBTGvtNgBjzH+BiwAliiLStsWH+nDP2M4HlQ1JDuWLlTtYt6OUP01II7OgnNfnZbEyp4Rl2SX88qwkbj4rqbH+qC4RrHl4LBg497nveWN+VosmikXl1dz+/gqWZZc0e/zRrx2/m/9wXhcSw3yYvamAp6dt5sNbBvHdxgKMgSVZRRSVVxPq59licYqIiEib52aMWd7k9WvW2teavI4Btjd5nQcMOiWRHUKJooi0OFcXwyvX9WPN9r2M7x5FaWUtszblszavlKcu68mVA+IOOyfQxx2A64ck8MyMDLbkl5Ea6d943FrL5a8swtUY7hvfmX4JIScc31+/2cDq7Xu5f3wXxnePwtfTDQP4e7mTXbSfDxbnEOLrSY/YQABuGpbE377dxBcrd7BjbyXXD0ng3UU5fLcxn6sGxAOQvrOUVbl7+fnghBOOS0RERNqdOmtt/6Mcb26uTaus8KfFbETklIgJ8mZCj2iMMQT5ePDZ7UOZfvfZzSaJTV07KAFPNxfemJ91UPnWPftZkVPCqu0lXPbvRdz23nK27ik/7rjmbC7gq9U7uWNkCrePSCYh1JcwP09C/TzxcHOhU6Q/j17Und+OSW085+qB8fh4uPLgV+sBuPOcFOJCvPl2/e7GOi/P2cqDX61nQWbhccckIiIiZ6w8oOmXo1hgZ2sEokRRRFpFYpgviWG+P1ovxNeDK/rH8t9l27nylUUszSoG4PuMPQBMuWs495zbiflbChn7/A8syy4+5hj2V9fx4JfrSYnw445Rycd8XqC3O1f2j6Oytp7ecUFE+HsxrlsUCzILKa2sxVrLEmecj36dTm29VkQVERGRY7IMSDXGJBljPICrgcmtEYgSRRE57T04sSsPnd+V7SUV3Pz2MvZV1fJ9xh6Sw33pFOnPXaNT+f4Po/DzdOPDJbnHfN1nZmxmZ2klT17WA0831+OK6cZhibi7GsZ3jwJgXPdoaustszflk1W4n8LyasakRZCRX877i3OO69oiIiJyZrLW1gF3AtOBjcAn1tr01ohFcxRF5LTn5e7KzWclMTAxhAtems9b87NZsq2Inw363/y/MD9PxneP4us1O6msqcfb4+iJ38rcEt5emM31gxNOaH5jQqgvs/9vJFGBXgD0iQsiMsCTaet3N+6peP/4NMqq6nhrQTY3Dks62uVEREREALDWTgWmtnYc6lEUkTajR2wgw1JCeXH2FqrrGji7U9hBxy/s1YH9NfXM3lRw1OvU1DVw/+driQrw4vfjupxwPHEhPri7On6NurgYxnWL4vuMPczdvIcwPw+Sw30ZkxZJbnEFBWVVJ3wfERERkVOtRRNFY8w4Y8xmY0ymMeb+Zo57GmM+dh5fYoxJdJafa4xZYYxZ5/x5jrPc3xizusmj0BjzD+exe4wxG4wxa40xs4wxCU3u85QxJt0Ys9EY80/j3LnbGNPPeY/MQ8pDjDEzjTFbnD+DW/JzEpFjd9vZydQ1WDzdXBjcMfSgY4M6hhLh78mk1TuOeo1Xvt9KRn45j13cHT/PkzewYlz3aKpqG/h2/W4GJoVgjKFfouPXx4ojbL0hIiIicjpqsUTRGOMK/AsYD3QFrjHGdD2k2s1AibU2BXgeeNJZXghcYK3tAdwAvAdgrS2z1vY+8ABygC+c56wC+ltrewKfAU854xgKDAN6At2BAcAI5zn/Bm4FUp2Pcc7y+4FZ1tpUYJbztYicBoanhtE7LoiRncPxcj94eKmri2Fiz2jmbt7DtPW7qKipO+z8zIIyXpqdyQW9OjA6LfKkxjYwKYRQXw8ABiQ6hrN27xCIp5sLK3KUKIqIiEjb0ZI9igOBTGvtNmttDfBf4KJD6lwEvON8/hkw2hhjrLWrrLUHloFNB7yMMQftYm2MSQUigHkA1to51toK5+HFOJaSBce+I16AB+AJuAP5xphoIMBau8haa4F3gYubieudJuUi0sqMMfz31sH885o+zR7/2aAE/L3cuP39lQx6YhbTmmxZ0dBguf/zdfh4uvLnCw79u9VP5+piOLerI/kcmORIFD3cXOgVG8Ty40gUC/ZVsSKnhPqGVtk2SURERKRFF7OJAbY3eZ0HDDpSHWttnTGmFAjF0aN4wGXAKmtt9SHnXgN87EzyDnUz8K3zuouMMXOAXTg2sHzJWrvRGNPfGVPT+GKczyOttbuc5+8yxkQ09waNMbfi6JEkMjKSuXPnNldNDlFeXq7Pqh04ndvxyWFuZJS48FlGDbe/v4LzO7pzaao7c7fXsTynhl/28GD98kUtcu/eXg3sT3Ynf/NK9mQ49swNMzVMz6tlxqw5eLg2t4+uQ3Wd5dvsWqZm1VJTDyFehiHRbgyLcaOD34n9XW/u9loKKiwDolxJDHDBOcK+0encjnJi1Kbtg9qxfVA7tn1nchu2ZKLY3LehQ5O6o9YxxnTDMRx1bDP1rgauO+ymxvwc6I9zeKkxJgVI4389jDONMWcDlccQ31FZa18DXgPo37+/HTly5PGcfsaaO3cu+qzavtO9HccAN9fV88jkDXy0NJcSlwDWbC/lrJQw/nTtwMMSppPp6kNe10XkMzVrOUEdezX2NDbV0GD5avUOnpq2md37apnYI5rRaRF8s3YX0zL2MCWrlrvHpHL3mE7HHcsfHv+OgrIapmbVkhDqw8QeUZzfswNp0f4YY077dmyquq7+uLcxORO1pTaVI1M7tg9qx7bvTG7DlkwU84C4Jq9jgZ1HqJNnjHEDAoFiAGNMLPAlcL21dmvTk4wxvQA3a+2KQ8rHAH8CRjTpgbwEWGytLXfW+RYYjGPeY2yT05vGl2+MiXb2JkYDR19CUUROS55urvzt0h70ig3k4UnpuLjAE5f0aNEksTn9EhwL2kxP342vpysuxjgfsHtfFU9P38zavFJ6xgby4rV9Guc3Xto3lj1l1fz6w5V8uWrHcSeK+6vrKCir5razO9Ix3Jdv1u7i1R+28fLcrSSH+3J+zw5EVjec9Pd7vN6Yn8W8LXt46xcDjtg2Hy/L5eFJ6bxz08DDFjESERGRk68lE8VlQKoxJgnYgeOP7NceUmcyjsVqFgGXA7OttdYYEwRMAR6w1i5o5trXAB81LTDG9AFeBcZZa5smdrnALcaYv+HowRwB/MOZBJYZYwYDS4DrgRcPievvzp+TTuQDEJHTw9UD4+mbEMz+6jriQ31O+f2DfT3oHOnPG/OzeGN+1mHHowK8eO7KXlzcOwYXl4MTpXB/T85Ni+TxqRspKKsiwt/rmO+bU+SYtt0zNoiJPaO5akA8ReXVfLt+N9+s3ck/Z2/BWng38wfO7xnN+T07kBjm+9Pe7AmYtHoHa/NKycgvp3OU/2HHv9uQzwNfrKPBwuvzso4rUVQvpIiIyIlpsUTROefwTmA64Aq8aa1NN8b8BVhurZ0MvAG8Z4zJxNGTeGDE1p1ACvCQMeYhZ9nYJgnglcCEQ275NOAHfOr8i3SutfZCHIvknAOswzG0dJq19mvnOb8C3ga8ccxp/NZZ/nfgE2PMzTgSzSt+6uchIq2rU+ThCcip9PoN/dm0u4wGa7HW0mChwVrcXAwjOkXg7XHkZKZ/ky02xveIPuZ75hTtByChSXIc6ufJzwcn8PPBCRTsq+KFL+exucKNZ2Zk8MyMDLrHBHB+zw6c1y2KxFCfFu993V9dR/rOfQBMWbuTzlGdDzqeVbifOz9aSY+YQPrEB/PuomzySiqIDf7xhH/19r1c/doinr+y90Gf29drdvL2wmzuGp3KiE7hJ/X9iIiItBct2aOItXYqMPWQsoebPK+imSTMWvsY8NhRrtuxmbIxR6hbD9x2hGPLcWyZcWh5ETD6SPcXETlecSE+xIWcWG9mN+cWG8tzfjxRnJG+m1Xb93LfuC5kO3sUj9RLGBHgxbkJ7jw+cig791Yydd0uvl67i79/u4m/f7uJmCBvhiSHMiwllKHJYUQGHHtv5rFavX0v9Q0Wf083pqzbxe/O7URmQTn+Xu5EBnjy6NfpuLm48Nr1/alrsLy7KJsPl+Tyh3FdGq9RWlHLczM3E+jtzu/O7YQxhrKqWu76aFXjvpYHPrfSiloenrSe0spabnhzKaO7RPDg+V1JOs6e1C9W5rFm+17+fEG3w3qBRURE2oMWTRRFROSn83BzoVfcj2+xsaesmns/XcO+qjpuH5FMduF+wvw88fP88V/1HYK8+eXwjvxyeEe2F1cwN2MPCzML+W5jPp+tcCwQnRzuy7CUMIYmhzK4YyhBPh4/+b0tyy7GGLhjVApPTtvE2wuz+du3m/B0c+GagfHM3byHByemNSapo9Mi+WBJLnvKqnF1Mbi4GGZuyGdPmWNaeqifJ1f2j+P+L9aRV1JBtw4BzM8spKHB4uJieGHWFvZW1vLlHcNYmlXEP2dlMvb577l/fBo3n5XUbIy19Q18tiKPpVnF/OWibhhjeGRyOvuq6ogI8OLXo1J+8ucAUF5dx669lZRW1tI7Lgg31/+tdGutxVqUlIqIyCmjRFFEpA3onxDMaz9so7Km/ojDVB+bsoF9VXUArMotIbtoP4knMCczLsSH6wYncN3gBBoaLBt27WPh1kIWbi3isxV5vLsoB2Oge4dAhiaHMjQljAGJwfh4HP//UpZnl9AlKoAr+sfy9PRNPPr1BjpF+uHh5sJrP2yjU6QfNwxNbKz/q5HJbMkvY35mIfUNlgZrSQj15Y0b+vPPWVv4yzcbeGlOJnvKqvn9eZ2JCfLm7o9Xs35nKT4ebry7KJurB8TTOy6I3nFBXNInlvs+X8sTUzcyPDXsoCHKxftr+HxFHu8tziG32NE76+/lRmywN/uq6ugbH8RzMzMYmBTSuADRsaqqreetBdks3lbErtJKdpVWUeZsO4DnruzFpX3/t97aS7Mz+WhpLrPvHYmXu+ZciohIy1OiKCLSBvRPDObluZY1eXubXczlh4w9TFq9k1uGJ/HG/CxW5pSQU1TBsJSwn3RfFxdD95hAuscEcuvZydTUNbAmby8LM4tYsLWQNxdk8eoP23B3NfSJC2ZoSijDUsLoFRuEh9vR936sq29gZW4Jl/eLJczPk9FpkWQWlPP+zYMI8HbnrQXZnNMlAvcmPWt944OZ+/tRzV7v+at68/PXl+Dh5sLLP+vLgMQQisqrMQa+37yHFbkleHu4cu/Y/60eG+7vyTNX9GLUM3N5ZHI67988iEXbivhoaS7T03dTW2/plxDMIxd2Zd6WQt5akE2AlxtDk0N59bp+nP/ifO76aBVT7xpOsO+x9bDO3pTPo19vIKeogq7RASSG+jI0OYyoQC+iA7348+R0Fm8rakwUSytree2HbZRV1/HdxnzO79nhmO4jIiLyUyhRFBFpA/rGOxa0WZ5dfFiiWFVbz4NfradjmC//N7YzCzKLWLC1iN37qkgKO7mrvHq4uTAg0dGD9tsxqVTU1LE8u4QFWwtZmFnEC7O28I/vtuDj4cqAxJDG+Y1dowMOGza5cVcZFTX19Hf2xr10bR9cjWkccvmrkcnHFZu/lzuT7jzroLJQP096xATy1sJsivfX8ODENEL9PA+qE+Lrwb3ndeahr9Yz+G+zKCirJtDbnZ8PTuCagfGNvYyDkkKZkZ7Pjr2V3DEyBX8vd/51bV8ufXkh//fpGt64of9RF//JLarg0a/TmbWpgORwX96/eRBnpR6eyE9evfOgYcbvL86hrLqOQG93Plmep0RRREROCSWKIiJtQJCPB50i/Zqdp/ji7C3kFlfw4S2D8HJ3pV9CMO8tzgEgIbRlt7vw8XDj7E7hnO1cPbS0opZF24oah6o+MXWTM353BieF0jchiMLyGrYWlLNhl2O10/7OfSZbahuLs1PDeWlOJh3DfLl+SGKzda4dGM93G/Kpqq3njxPSGNc96rAhnr6ebrx6XT/mbSlkWIojWe8eE8gfJ3Thka838Pq8LG45+7C11qiqrefluVt55futuLkYHhjfhRuHJR2xx7V/YgizNhVQVF6Nt4crb8zPYmTncHrGBPLinEy27innuRkZxAR788cJaT/twxERETkCJYoiIm1Ev4QQpqzd2bgwC0BGfhmvfr+Ny/rGMjQ5zFnvf4liYgsniocK9HFnXPcoxnWPAiB/X5UjacwsYuHWIqal78bDzYWOYb70TQhmUFIIHYK8WzSmcd2jePWHrTx8QdcjJmeuLoZ3bhr4o9c6MAy3qRuGJrJoWxFPTttE/8Rg+jh7f6tq65m7eQ+PTdlAXkklF/bqwB8npBEVePTVYxu3Q8kpIa+kkuL9Ndw5KoUIfy/+OTuTi19aQFl1HcbAZX1jm917sjlfrdpBbnEFd41OPab6R7Mqt4QGC73jgnDVAjsiIu2SEkURkTaif0IwHy3NZUuBY2P6hgbLH79Yh5+XG3+a+L+epX7OHjqAhJM89PR4RQZ4cUmfWC7pE4u1lpKKWgK93U9pctE9JpB1j5zXYovAGGN46rJeTHxxHnd+uIoJPaKYvamArML9NFjoFOnHR7cMZkjy4XNLm9MjJhAPVxdHYr1+NwOTQhqH5w5NDmVZdjF/v7QHj0/ZyLMzNvPa9f2P6brvLc5h4659/HpUyhE//2XZxbyzMJv+CcFc0KvDYcN0ASpr6rnmP4upqm0g1NeDm4cn8cuzOv7onNQD6huskksRkTZAiaKISBtxoKdpeU4xnaP8+WT5dpbnlPDU5T0JabKQSmywN+H+njQ0WAK83Fsr3MMYYw6K81Rq6ZVCA33cefGaPlz56iLeXpjNkOQwJvbsQNdof0anRR60IM+P8XJ3pUdsIB8syaG23vLk5T0bj71wdR9KK2tJifCjoKya52ZmsGb7XnrFBR31mtZaNu92zAnNKiwnJcL/sOOvz8vi79M24eXmwjdrd/HXKRsZ0SmcG4YmMsI5tBhgQWYhVbUN/HpUMht27uOpaZv5YuUOJnSPoltMIN06BBAT5N3sfM19VbVc9NICLugZzT1jOx/zZ9JUaUUtN72zjLtGpx4Ul4iInFxKFEVE2oj4EB/C/DxZkV3C2K5RPDF1IwOTQriiX+xB9YwxjOsWRXFFTStFembqEx/M7P8bSaCP+09O0PsnBrMip4QeMYGc3WTBm3B/T8L9Hb18N52VxNsLs3lmxmbeu3nQUa+XV1JJebVj+411O0oPShRLK2v5/adrmLEhn/Hdo3jy8p7s2lvFF6vymLRqJze+tZQpdw0nLToAgFmb8vH3dOO3ozvh4ebCdxvyeW5mBi/NyaTBOq4ZGeDJDUMT+fnghIM+i+dnZpBVuJ/X5m3j+qGJhB3SY7m/uo4lWUWM6hxxxIWBnp6xiRU5JfxrdqYSRRGRFnTsf+IUEZFWZYxhQGIwy3KKeXzKBipr63nikh7NfqH+68Xd+de1fVshyjNbXIjPSenFHeJc2fbOc1KOmDD5ebrxqxHJzNtSyJJtRUe93qbdZY3P1+/Y1/i8rr6BK15ZyOxNBTx0flde/llfArzc6RzlzwPj05h293ACvd358+R0rLU0NFhmbSzg7E7hjUNNx3SNZOpvh5P+6Di+vGMof724O52jAnhq2mYmvDCPqtp6ANJ3lvLOwmxGdQ6nuq6BtxZkHRbnszMyuOnt5dz76Vpq6xsOO75m+14+WJJLTJA3S7OL2dzkfYmIyMmlRFFEpA3plxDM9uJKvlq9k1+NSCYlwq+1Q5IWMKJTONPvPpvzukUdtd51QxKIDPDkmRmbsdYesd4m5wqznSP9WbejtLE8t7iCjPxyHr6gKzeflXRYUhrk49g6ZGlWMZPX7GT9zlIKyqoZnRZx2D28PVzpEx/MdYMTePemgbzy837klVQyebVjAaaHvlpPsI8H/7iqD+O7R/Huohwmrd7BP2dtYW9FDVW19XyxKo8OgV58vjKPm95eRllVLYAzQc3ndx+vJtzPk//eOhgPNxc+WJJzzJ+piIgcHw09FRFpQw4sapIY6sMdo1JaORppKcaYY1rN1MvdlTvPSeWhr9bzfcYeRnY+PIED2JRfRnyID4M6hvDFyh2NK+du3bMfcCygcyRXD4jno6W5/P7TtXSK8sPFcMT7NHVet0i6RPnz+vxtWCwrc/fy9OU9CfRx546RKUxdt5vf/nc1AJkF5YzpGsneilpeurkvO0sreeCLdVz56mKuHRjHO4tyyCwop0OgF89d2Zu4EB/O7xHNFyt3cNfo1MOGsIqIyE+nHkURkTake4cALusby3NX9W7xBVqkbbiqfxyxwd48OyPjiL2Km3bto0uUP91jAimvriOryJEgbt1TDkDH8CP3TLu6GN78xQDO7xXN+h376J8YckyLEhljuGV4RzLyy3loUjr9E4K5rK9jPm33mEA+vnUwk+8cxl3npDB5zU7+NnUjcSHeDE0O5cr+cbz5iwHkFu3noUnpeLi68MLVvfn+D6M4yzln84ahiVTU1DH0b7O5/b0VzEjfTU3d4cNVRUTkxKhHUUSkDXFzdeHZK3u1dhhyGvFwc+HuMZ2499M1TE/fzaG7NFbV1pNVuJ+JPaIbew7X7yglOdyPbXvKCfPzJND76PMqI/wdPXm/GpGM/3HMwbygVweemr6JwvIa/npx98b9PwEGOedhdokKYFr6bjLyy7l3bKfGOiM6hTP5N2dRWFbNwKSQw4bF9ooL4pvfDOezFXlMXrODaem7CfZx54JeHbikTwy944KOOL9TRER+nHoURURE2rhL+sSQHO7LszMyaDikVzGzoJwGC12iA0iN8MPTzYV1eY55ilv37Cc53PeY75Ma6U9U4KGp6JF5uLnw9OW9eOaKno2rpjZX59krejMwMYQrB8QddCw53I9BHUOPmPB17RDAwxd0ZfEDo3nrFwM4KzWcj5dt55KXFzL62e95cdYWthdXHHO8IiLyP+pRFBERaeNcXQz3nNuZX3+4ksW7PDmnybGNBxayifLHzdWFbh0CWJFbAjiGnk7oEd2isZ19DFtY9IgN5JPbh5zwPdxcXRjVJYJRXSLYV1XLtHW7+XxlHs/OzODZmRkMSgrh0r4xjO8RfVrtLSoicjpTj6KIiEg7ML57FF2jA/hyS81BW0us21GKt7sriaGOnsPhqeGs2b6XrXvK2VtRS8ewY+9RbAsCvNy5ckAcH982hHl/GMW9Yzuxp7ya+z5fx4DHvuPOD1eSVbi/sX5mQTk3v72Ms56czX7nXpMiIqJEUUREpF1wcTHce14n9lRaPlm+HQBrLXM2FzA0ORRX59y/kZ3DabDw9oJsAJLb8RYrcSE+3HlOKrPuGcFXvx7G1QPi+D5jD5e8vIAZ6bt56Kv1nPePH5i3pZC8kkrmZxa2dsgiIqcNJYoiIiLtxKjOEaQEufDirEyqauvZuqec7cWVjOryv+0sesYGEezjzmcr8gBIOcqKp+2FMYbecUE8elF3pvxmOKG+Htz63go+XJrLtQPjmXffKPy93Ji1Mb+1QxUROW1ojqKIiEg7YYzhslQPnlxWxfuLcxoXtmmaKLq6GM7uFM6k1TvxdHOhQ5B3a4XbKuJDffjiV8N4Z1E2E3pEkRLh2K9yZOcIZm/a07jHpIjImU49iiIiIu1IWqgrQ5ND+ffcrUxZu4suUf7EHJIMjuzsWGAmKcy3cUjqmSTQx527Rqc2JokAY9IiKCyvZk3e3laMTETk9KFEUUREpJ2597zOFO2vYU1eKedQFVeZAAAbJ0lEQVQ06U084OzUcIxxbD8hDiM7ReDqYpi1saC1QxEROS0oURQREWln+sYHM9qZIDaXKIb6eXL/uC78fHDCqQ7ttBXo407/hGC+0zxFERFAcxRFRETapUcu7EavuCD6xAc3e/y2EcmnOKLT3/DUMJ6ZkUFpZS2B3tpvUUTObOpRFBERaYfiQny4a3TqGTkH8UT1jnMk1Ws1T1HktLW9uIL7P1/Lp8u3U1Re3drhtGvqURQREREBesQGArA6dy/DU8NbORoRac7Dk9YzZ/Me/rtsO8ZAn7ggxnSNZExaJKkRfhijP46dLEoURURERIBAb3eSw31Zvf34ehS1pYbIqTF3cwFzNu/hjxO6MDQ5jO825jNrYwFPTdvMU9M2ExfizegujqRxYFIIHm4aPPlTKFEUERERceodF8z3GQVYa3+0Z6KhwfLI1+lMT9/NN78ZTri/5ymKUuTMU1ffwGNTNpIY6sMvhibh4eZC95hA7h7Tid2lVcza5EgaP1qay9sLs/H3dOPszuGMSYtgVOcIgnw8WvsttDlKs0VEREScescHUVheQ15JJXsraqisqW+2Xn2D5fefreXdRTnk76vmxdlbTnGkImeWD5fmkllQzh8npB3WUxgV6MXPBiXw5i8GsOrhc3ntun5M6BHNkm3F/O7jNXy9ZmcrRd22qUdRRERExKlPXBAAk9fs5M35WQR4u/PBLwfRIci7sU5tfQP3fOL48nnPuZ3I31fFh0tyuWlYEolhvq0VukibklW4n0+Wb2fjrn30jgtiUFIofeKD8HJ3PaxuaUUtz83MYFhKKOd2jTzqdX083BjbLYqx3aJoaLCs3VFKXLD3Uc+R5ilRFBEREXHqHOWPp5sLT0/fTJCPO4Vl1VzxyiI+umUw8aE+VNfVc9dHq5iens8D47tw24hkCsqq+GLlDp6esZl/Xdu3td+CyGlvZW4Jl/97IcYYEkN9+D5jD9ZuwcPNhd5xQQxOCiEl0p9gH3eCfTz4aGku+ypreXBi1+NarMbFxdDb+ccfOX5KFEVERESc3F1d6BkbyJq8Ut64oT8erq5c9+YSrnh1IW/+YgDPTN/MnM17eOSCrvxiWBIAEf5e3DI8iX/OzuTW4XvppS+mbU5lTT2rtpfQKzYIX099PW5py7KKabAw7/cjiQvxobSyluXZxSzeVsSSrGJempNJgz34nGsHxZMWHdA6AZ+h9C9BREREpIknLulBRU19Y8L38a1D+NnrS5j4z/kY4zh+7aD4g8655eyOfLAkl79/u4kPbxmkJfrbgIYGy9LsYr5YmcfUdbspr64jxNeD20d05LrBiXh7HD4EUk6OnOIKgn3ciQvxARwrDo9Oi2R0mmNYaVlVLbtLqyipqKWkoob91XWM7RbVmiGfkZQoioiIiDSRGul/0OvOUf58cttg7vt8LdcOiueSPrGHnePv5c5vzknhka838H3GHkZ2jjhV4cpxaGiwbCkoZ8ranXyxagd5JZX4ergyoUc0wzuF8+ny7TwxdROv/ZDFHSOTuXZQfLNz5uSn2V5cQXzokefz+nu54+/lfgojkuYoURQRERH5ER3D/fj09qFHrXPtoATeWpjN7z5ezb3ndebqAfG4/sj+iseyDYecuLr6BtJ37mNZdjFLsopZll3M3opajIGzUsK4d2xnzusW1dh7eGGvDizLLub5mRn85ZsNvPrDVu4clcKVA+LwdFPCeLLkFFVoiHYboERRRERE5CTwcHPhjRv688cv1/OnL9fz/uJcHrmgK4M6hh5Wt6augYcnrWfymp0M7hjKed0cm4SH+mkvxpOhrKqWl+Zk8v6iHPY7tzhJCPXhXOdG7MNTw4kK9Gr23AGJIXx4y2AWbS3iuZmbeWhSOq98v407z0nh8n6xuLtqd7mfoq6+gR17K7mgV3RrhyI/QomiiIiIyEmSEuHPx7cOZsq6XTwxZSNXvbaYiT2jeWB8F2KDHfOx9lXVcsf7K5mfWci4blGs31nK7E0FuJh19E8M4bxuUQRUNLTyO2mbGhosn6/M46npm9lTVs2FvTpwbldHchgZ0HxieCRDkkP5pOMQ5mcW8uyMDB74Yh0vz83kN+ekcmmfGNyUMJ6QXaVV1DdYEkK0lczpTomiiIiIyElkjOH8nh0Y3SWSV3/Yyivfb+W7DfncNiKZi3p34I73V7J1TznPXNGLy/vFYq1lw659TE/PZ0b6bv76zQYA3s6cx8CkENKiAkiLDiA10u+45stV1tTz4Ffr6Rjuy4W9OjQuHNLWVdfVNzsMdFVuCY98vYE12/fSOy6I/1zf/ydvjWCMYXhqOGelhDF38x6em5nBHz5by8tzMvntmFQu7BXzo8OL27uq2npKK2uPORHPKaoAaDf/PbZnShRFREREWoC3hyt3j+nEFf3j+NvUjfxz1hb+OWsL/p5uvHPTQIalhAGOZKRbh0C6dQjknnM7kV24n39/vZCsajc+XradCufQSRfjmCvZOy6IP4zrTIT/0b+Yf7Akh89X5gHw9PTN9I0P4qLeMUzsGU1YKw5xbWiwlFTUkL+vmvyyKgr2VZG/r5ri/TWM6BTOyM7hzc7btNZy98ermbR6J17uLgT7eBDk40GwjzsuxjA/s5AIf0+eu7IXF/eOweUkJnDGGEZ1iWBk53Bmbsjn+e+28LuP1/DS7EzuHtOJiT2iT+r9TrXp6btZtLWIqwbEHdMWFPUNliXbivhy1Q6mrd9NWXUdF/TqwO/HdiY+9OgJYG6xI1H8sXrS+pQoioiIiLSgmCBvXrq2L9cPKea/S3O5bUQynaP8j1g/McyX8UnujBw5hIYGS05xBZt27WPjrn1s3F3GN2t3siCzkJd/1pfecUHNJlVVtfW8+sM2hnQM5anLe/L12p1MXr2TP09O5y/fbKBfQjCpEX4khfmSGOpLYpgv8SE+eLid+HBKay17K2qdyV81+fuqKChz/Mx3JoMF+6rYU15Nbb097HwvdxfeXpjNsJRQ/jghjW4dAg86/s7CbCat3snl/WIJ9nGnpKKWvRU1lFTUsq+yll+NTObXo1Lwa8F9EI0xjO0WxZi0SKan7+b57zL4zUernAljKud1i2pTCWNBWRV/npTOt+t3Ywy8vTCb8d2juGt06mEJo7WW9J37mLR6B5PX7CR/XzV+nm6M6x5FqJ8H7y7MYdr6XVw3OJE7z0khxNej2XvmFlfg4epC1HEOBZZTT4miiIiIyCkwMCmEgUkhx3WOi4shKcyXpDBfxvdwLP6xfkcpt767nEteXoi/pxsdI/xICfcjJcKP5HBfUiL8mL2pgD1l1bx4TR/iQny4Y2QKd4xMYdPufUxe7Ug0v16zk31Vdf+7l4GYYG8SQx33iw/xwd3VhboGS31Dg+NnvXW+tpRX11FQ5kgA8/c5ksOa+sPnVgZ6uxMZ4ElkgBcdw0OJDPAi0t/xOiLAi8gAT8L9PTEYPliSwwuztnD+i/O5rG8s947tTFSgF4u2FvHE1E2M7hLB05f3bPWVYl1cDON7RDO2WxRT1u3iH99l8KsPVpIWHcCNQxM5v1c0Ph6n79dsay2fLs/jsSkbqKpr4PfndebqAXG8syiHt+Zn8e363Uzo4UgYfT3cmLxmJ1+u2kFmQTnuroYRnSJ4+PwYRqdFNA6HvmlYEv/4LoO3F2bx6fLt3D4ymZuGJR22H2Vu8X5ig73P+CG7bcHp+1+wiIiIiByme0wg39w1nG/W7iSzoJzMgnLmbdnTOMz0gIFJIQw+ZMXVLlEBdBnn6Cmy1lJSUUtW4X6yC/eTXbSfrML95BRV8OXKHZRV13Ekri4GH3dXIpwJ4IDEECICPInw92pMCiP9vYgI8DyueZU3Dkvi0r6xvDwnk7cWZPPN2p30jQ9m4dYiYoO9efqKXq2eJDbl6mK4sFcHJvaIZtLqHfx77lb+8Pla/vrNBi7pG0Oqy6lZlGjJtiKenZlB+o5S7hiVwi+HJx1xO4/cogoe+HItCzKLGJgYwt8u60FyuB8A95zbiZuGJfLm/CzeXJDN1HW7G88bmBjC45d0Z0L3aIKb6S2MDPDib5f25KZhSTw5bTNPT9/Me4tyuOfcTlzWL7YxMcwtrtD8xDZCiaKIiIhIGxPi68H1QxIPKiutrGXbHkfimFNUwUW9Oxz1GsYYQnw9CPH1oF9C8EHHDgwjbbAWNxcXXF0Nbi4GVxfHz5ZM1gK93XlgQho/H5zAk9M2sXhbEXePSeWW4R3xbcFhpT+Fq4vh0r6xXNInhuU5JXy4JJf/LttOTV0DX2xfwLUD4zm/Z4fDetd+qtXb9/LsjM3M21JIuL8n/RNDeHr6Zj5fmcdjF3VnqHMeLDjmFb61IItnZmzGzcWFxy7uzrUD4w8bKhvk48E9Yztz01lJfLAkF2Mc+0seWLX3x6RG+vP6Df1ZmlXME1M38ofP1/LG/CzuH9+FkZ3DySmqoG988I9fSFrd6fmvTURERESOS6C3O33ig+lzEr6EG2Oa7TU6leJCfHjp2r6tGsPxMsYwIDGEAYkhPHx+V5769HuWFNXy+88cvYxndwqnU6Q/nSL9SInwJzHU54S22UjfWcrzMzP4bmMBIb4e/MmZWHt7uDJncwF/npTOta8v4aLeHfjTxDSKymu4//O1rMkrZUxaBH+9uDvRgd5HvUeQjwe/HpVyoh8FA5NC+PKOoXy7fjdPTdvEjW8vY0BiMGVVdcSrR/GEGGOeBi4AaoCtwI3W2r0tdT8liiIiIiIiJ1mwrwfnJbrzxA0jWJLlWMhoRW4J36zd1VjH3dXQMcyP1Eg/UiP8SY30o1OkHwmhvrg3k0BmFpTx/MwtTFm3C38vN+4d24lfDEs6aAGfUZ0jGPK7UF6eu5VX5m5l1sYCqmrrCfR258Vr+nB+z+hTNnzXGMOEHtGc2zWSj5bm8sJ3WwBIDNUeiidoJvCAtbbOGPMk8ABwX0vdTImiiIiIiEgLMcYwuGNo43zRipo6thbsJyO/jC0F5WQWlLE2r5Qp63ZhnYvBurs6FjFKjfB3LFIU4cfcTQV8tXoH3u6u/OacFH55VkcCfdybvaeXuyv3nNuJS/rE8PiUjYT4uvPA+LRW6yV2d3Xh+iGJXNo3lvlbChnVJaJV4mjrrLUzmrxcDFzekvdToigiIiIicor4eLjRIzaQHrEHb/9RWVPP1j3lbCkoIyO/nC355azfWcrU9Y4E0tPNhV8O78htZ3ck9Bj3wUwK8+X1G/q3xNs4IQe20zjDuRljljd5/Zq19rUTuM5NwMcnKaZmKVEUEREREWll3h6udI8JpHvMwQlkVW092/bsJyLAk7BjTBDltFZnrT1i9m6M+Q5oLpv+k7V2krPOn4A64IOWCdFBiaKIiIiIyGnKy92Vrh0CWjsMOUWstWOOdtwYcwNwPjDa2gODlVuGEkUREREREZHTnDFmHI7Fa0ZYayta+n7Hvx6viIiIiIiInGovAf7ATGPMamPMKy15M/UoioiIiIiInOastSe+seUJaNEeRWPMOGPMZmNMpjHm/maOexpjPnYeX2KMSXSWn2uMWWGMWef8eY6z3N+ZPR94FBpj/uE8do8xZoMxZq0xZpYxJqHJfeKNMTOMMRuddQ7cJ8l53y3OODyOFpeIiIiIiMiZoMUSRWOMK/AvYDzQFbjGGNP1kGo3AyXO7Ph54ElneSFwgbW2B3AD8B6AtbbMWtv7wAPIAb5wnrMK6G+t7Ql8BjzV5D7vAk9ba9OAgUCBs/xJ4HlrbSpQ4oznaHGJiIiIiIi0ey3ZozgQyLTWbrPW1gD/BS46pM5FwDvO558Bo40xxlq7ylq701meDngZYw5aD9gYkwpEAPMArLVzmkzqXAzEOut1BdystTOd9cqttRXGGAOc47wvzjguPlpcJ/pBiIiIiIiItCUtOUcxBtje5HUeMOhIday1dcaYUiAUR4/iAZcBq6y11Yecew3w8RGWhb0Z+Nb5vBOw1xjzBZAEfAfcDwQDe621dU3iizmOuDDG3ArcChAZGcncuXObCUUOVV5ers+qHVA7tg9qx/ZHbdo+qB3bB7Vj23cmt2FLJorN9cAdmtQdtY4xphuOYZ9jm6l3NXDdYTc15udAf2CEs8gNGA70AXKBj4FfAJOPcu9jiR1r7WvAawD9+/e3I0eObOY0OdTcuXPRZ9X2qR3bB7Vj+6M2bR/Uju2D2rHtO5PbsCWHnuYBcU1exwI7j1THGOMGBALFztexwJfA9dbarU1PMsb0wjGcdMUh5WOAPwEXNumBzMPRI7nN2Xv4FdAXR+9gkPO+h8Z3xLhERERERETau5ZMFJcBqc6VRT1w9AAe2os3GcdiNQCXA7OttdYYEwRMAR6w1i5o5trXAB81LTDG9AFexZEkFjQ5tAwINsaEO1+fA2xwDlmd47wvzjgmHS2uY3zfIiIiIiIibVqLJYrO3rs7genARuATa226MeYvxpgLndXeAEKNMZnAPTjmDuI8LwV4qMlWGBFNLn8lhySKwNOAH/Cps/5kZxz1wL3ALGPMOhzDSv/jPOc+4B7n/UOd8RwtLhERERERkXavJecoYq2dCkw9pOzhJs+rgCuaOe8x4LGjXLdjM2VjjlJ/JtCzmfJtOFZnPbS82bhERERERETOBC059FRERERERETaICWKIiIiIiIichAliiIiIiIiInIQo8U8Tw5jzB4gp7XjaCPCcGxPIm2b2rF9UDu2P2rT9kHt2D6oHdu+k92GPa21Hifxei1GiaKccsaY5dba/q0dh/w0asf2Qe3Y/qhN2we1Y/ugdmz7zuQ21NBTEREREREROYgSRRERERERETmIEkVpDa+1dgByUqgd2we1Y/ujNm0f1I7tg9qx7Ttj21BzFEVEREREROQg6lEUERERERGRgyhRFBERERERkYMoUZQfZYyJM8bMMcZsNMakG2N+6ywPMcbMNMZscf4Mdpb/zBiz1vlYaIzp5Sz3MsYsNcascV7n0aPc8wbndbcYY25oUj6tyfmvGGNcW/r9txenWTvONcZsNsasdj4iWvr9txenSzsaY/ybtN9qY0yhMeYfp+IzaG9OlzZ1ll/lvG66Meapln7v7UkrteM0Y8xeY8w3h5TfaYzJNMZYY0xYS77v9uZktWOT67kaY1Yd2kaH1DnSv8fHjTHbjTHlLfV+26PTrA3b9vdWa60eehz1AUQDfZ3P/YEMoCvwFHC/s/x+4Enn86FAsPP5eGCJ87kB/JzP3YElwOBm7hcCbHP+DHY+P3C9gCbX+hy4urU/n7byOM3acS7Qv7U/k7b4OJ3a8ZB6K4CzW/vzaYuP06VNgVAgFwh31nsHGN3an09beZzqdnQeHw1cAHxzSHkfIBHIBsJa+7NpS4+T1Y5NrncP8OGhbdTk+NH+XznYGU95a38ubelxmrVhm/7eqh5F+VHW2l3W2pXO52XARiAGuAjHFwmcPy921llorS1xli8GYp3l1lp74K9i7s5Hc6spnQfMtNYWO68zExjnvMY+Zx03wOMI50szTqd2lBN3OrajMSYViADmnZQ3eYY5jdq0I5Bhrd3jrPcdcNlJe6PtXCu0I9baWUBZM+WrrLXZJ+FtnXFOVjsCGGNigYnA60e55dG+8yy21u46We/tTHGatWGb/t6qRFGOizEmEcdfKpcAkQd+gTl/Njd88Gbg2ybnuxpjVgMFOP5RLWnmnBhge5PXec6yA9eY7jy/DPjsJ7yd/2/vbkKsKsMAjv+fnJLIQAULo0IQwmBSI1CyAnNjiGiboBKjD4SKihZ9bYpaBKIERtQihCCKkqRFrqVFRIuKrDSKLN0UVFjWgCXYPC3OO3XvMDPNnbkz55yZ/w9e7pn3fNz3PQ937vtxzrnzVhPiCLxWLll8OiJiGtWZtxoSR4A7gAOZ2aovwCaqOabHgVURsSIiBqgaUVdMt07z0SzFUTNsunEE9gFPAMMTvM1k/sdqipoQwza3W+0oatIiYhHVtPmjHSMkE21/M9UH7smRvMz8OzPXUo3WrIuIwbF2HSPv3wZoZm6muqxgIbCpp0qoKXHckZnXADeVtLO3WqghcRxxO/DWZMuusdUd0zIS/gBwgGp2+CRwrtd6zHezGEfNoOnGMSK2Aj9n5qf/t+sYeQ669UFTYtjmdqsdRU1KRJxP9WF7MzPfLdk/RcTysn451WjJyParqabpt2fmqdHHy8zTVPep3RIR6+O/B2JsoxqJ6RzFvhz4cdT+fwHvUV1GoElqShwz84fyOkR13f+6vlZ0jmtKHMux1wADk/gi1QSaEtPMPJSZ6zPzeuAb4Ns+V3VOm+U4aob0KY43ANsi4iTwNrApIt6YSptHvWtaDFvbbs0G3ChpanaiGil5Hdg3Kn8v3TcF7ynLV1JdwrRh1PbLgMVl+UKqEeutY7zfUuAE1Q3BS8ryUmARsLxsM0A16v1Q3eenLalBcRygPFyB6t6bg8D9dZ+ftqSmxLFj/W7gubrPS5tTk2IKXFJelwBHgKvqPj9tSbMdx47tNzL+QzZO4sNsaoljDzGa8H9s2caH2bQwhsyBdmvtBTA1PwE3Uk2hf1EaDkeALVRPyDtMNeJ8uKOhsR/4rWPbT0r+auCzcpyjwDMTvOe95UN7HLin5F0KfFz2Pwa8RDWTUfs5akNqUBwvonpC5kgcXwQW1H1+2pKaEseOdd8Dq+o+L21OTYop1SXEX5XUqqfz1Z1qiuMHwC/An1SzGptL/iPl73NUMxv76z4/bUn9iuOoY25knE5GWT/e53FPieNweX227vPThtSUGDIH2q1RKiJJkiRJEuA9ipIkSZKkUewoSpIkSZK62FGUJEmSJHWxoyhJkiRJ6mJHUZIkSZLUxY6iJEk9iIjFEfFgWb4sIg7WXSZJkvrNn8eQJKkHEbGC6ve0BmsuiiRJM2ag7gJIktQyu4GVEXGE6oebr87MwYi4G7gVWAAMAi8AFwA7gbPAlsz8NSJWAi8Dy4AzwK7M/Hr2qyFJ0vi89FSSpN48BXyXmWuBx0etGwTuBNYBzwNnMvNa4CPgrrLNq8DDmXkd8BjwyqyUWpKkHjijKElS/7yfmUPAUET8Dhwq+V8CqyNiEbABeCciRvZZOPvFlCRpYnYUJUnqn7Mdy8Mdfw9TfeeeB5wus5GSJDWWl55KktSbIeDiqeyYmX8AJyLiNoCorOln4SRJ6gc7ipIk9SAzTwEfRsRRYO8UDrEDuC8iPgeOAdv7WT5JkvrBn8eQJEmSJHVxRlGSJEmS1MWOoiRJkiSpix1FSZIkSVIXO4qSJEmSpC52FCVJkiRJXewoSpIkSZK62FGUJEmSJHX5BxabmgVYXt0qAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu12\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.0008968520000003366     Mean=0.0008699640769231738     Std=9.074084769487396e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu12\n",
      "Both were measured on 185 days:\n",
      "Max diff=0.024929161499999353     Mean=0.02487051597027019     Std=7.746210239407174e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu12 vs ADRmu6\n",
      "Both were measured on 160 days:\n",
      "Max diff=0.024535001999998585     Mean=0.024527903796874927     Std=6.027570523546046e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu12 vs ADRmu15\n",
      "Both were measured on 143 days:\n",
      "Max diff=0.028115485000000717     Mean=0.02807335068881107     Std=1.3112525639701564e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu12 vs ADRmu20\n",
      "Both were measured on 57 days:\n",
      "Max diff=0.07627075050000087     Mean=0.07626177160526301     Std=3.8030367620331893e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "def MUvsMU(dut1, dut2):\n",
    "    print(dut1+' vs '+dut2)\n",
    "    \n",
    "    # Fetch data\n",
    "    columns = [\"Time\", \"3458A\"]\n",
    "    DUT_one=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut1+\"-3458A.csv\", usecols=columns)\n",
    "    DUT_two=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut2+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "    # Use datetime as index\n",
    "    DUT_one[\"Time\"] = pd.to_datetime(DUT_one[\"Time\"], unit='ms')\n",
    "    DUT_one = DUT_one.set_index(pd.DatetimeIndex(DUT_one[\"Time\"]))\n",
    "    DUT_one = DUT_one.drop('Time', axis=1)\n",
    "    DUT_one = DUT_one.rename(columns={\"3458A\": \"one\"})\n",
    "\n",
    "    # Resample to one daily value\n",
    "    daily_one = DUT_one.resample(\"d\").median()\n",
    "\n",
    "    DUT_two[\"Time\"] = pd.to_datetime(DUT_two[\"Time\"], unit='ms')\n",
    "    DUT_two = DUT_two.set_index(pd.DatetimeIndex(DUT_two[\"Time\"]))\n",
    "    DUT_two = DUT_two.drop('Time', axis=1)\n",
    "    DUT_two = DUT_two.rename(columns={\"3458A\": \"two\"})\n",
    "    daily_two = DUT_two.resample(\"d\").median()\n",
    "\n",
    "    # Join one and two based on day\n",
    "    both = daily_one.join(daily_two, on=\"Time\")\n",
    "    both= both.dropna()\n",
    "    both[\"diff\"] = abs(both[\"one\"] - both[\"two\"])\n",
    "\n",
    "    #Print some stats\n",
    "    print(\"Both were measured on \"+str(len(both))+\" days:\")\n",
    "    print(\"Max diff=\"+str(both[\"diff\"].max())+\" \\\n",
    "    Mean=\"+str(both[\"diff\"].mean())+\" \\\n",
    "    Std=\"+str(both[\"diff\"].std()))\n",
    "\n",
    "    # Conversion functions for secondary Y-axis\n",
    "    def to_ppm(x):\n",
    "        return (x-both[\"diff\"].mean())/.00001\n",
    "\n",
    "    def from_ppm(x):\n",
    "        return x*.00001+both[\"diff\"].mean()\n",
    "\n",
    "    # Set up a plot\n",
    "    plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.grid()\n",
    "    ax.set(xlabel='time', ylabel='difference (V)', title=dut1+' vs '+dut2)\n",
    "    ax.plot(both[\"diff\"])\n",
    "\n",
    "    # Set up a secondary Y-axis\n",
    "    secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "    secax.set_ylabel('deviation from mean (µV/V)')\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "MUvsMU(\"ADRmu12\", \"ADRmu3\")\n",
    "MUvsMU(\"ADRmu12\", \"ADRmu4\")\n",
    "MUvsMU(\"ADRmu12\", \"ADRmu9\")\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu12\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu12\")\n",
    "MUvsMU(\"ADRmu12\", \"ADRmu6\")\n",
    "MUvsMU(\"ADRmu12\", \"ADRmu15\")\n",
    "MUvsMU(\"ADRmu12\", \"ADRmu20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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